Publications

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22 Publications visible to you, out of a total of 22

Grappa – A Machine Learned Molecular Mechanics Force Field

Molecular Biomechanics, Machine Learning and Artificial Intelligence

Abstract

Not specified

Authors: Leif Seute, Eric Hartmann, Jan Stühmer, Frauke Gräter

Date Published: 25th Mar 2024

Publication Type: InProceedings

DOI: 10.48550/arXiv.2404.00050

Citation: In ICML 2024 AI for Science Workshop

Created: 5th Apr 2024 at 13:10, Last updated: 11th Feb 2025 at 13:55

Connectivity optimized nested line graph networks for crystal structures

Machine Learning and Artificial Intelligence

Abstract

Not specified

Authors: Robin Ruff, Patrick Reiser, Jan Stühmer, Pascal Friederich

Date Published: 20th Feb 2024

Publication Type: Journal

DOI: 10.1039/D4DD00018H

Citation: Digital Discovery 3(3):594–601

Created: 17th Apr 2024 at 21:07, Last updated: 5th Feb 2025 at 12:33

Graph Neural Networks and Spatial Information Learning for Post-Processing Ensemble Weather Forecasts

Machine Learning and Artificial Intelligence

Abstract

Not specified

Authors: Moritz Feik, Sebastian Lerch, Jan Stühmer

Date Published: 2024

Publication Type: InProceedings

Citation: In ICML 2024 Machine Learning for Earth System Modeling Workshop

Created: 11th Feb 2025 at 13:49, Last updated: 11th Feb 2025 at 13:56

Learning where and when to reason in neuro-symbolic inference

Machine Learning and Artificial Intelligence

Abstract

Not specified

Authors: Cristina Cornelio, Jan Stuehmer, Shell Xu Hu, Timothy Hospedales

Date Published: 2023

Publication Type: InProceedings

Citation: In The Eleventh International Conference on Learning Representations

Created: 7th Feb 2023 at 11:52, Last updated: 11th Feb 2025 at 13:56

Amortised Invariance Learning for Contrastive Self-Supervision

Machine Learning and Artificial Intelligence

Abstract

Not specified

Authors: Ruchika Chavhan, Henry Gouk, Jan Stuehmer, Calum Heggan, Mehrdad Yaghoobi, Timothy Hospedales

Date Published: 2023

Publication Type: InProceedings

Citation: In The Eleventh International Conference on Learning Representations

Created: 19th Apr 2023 at 13:05, Last updated: 11th Feb 2025 at 13:53

Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference

Machine Learning and Artificial Intelligence

Abstract

Not specified

Authors: Shell Xu Hu, Da Li, Jan Stühmer, Minyoung Kim, Timothy M Hospedales

Date Published: 2022

Publication Type: InProceedings

Citation: In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 9068–9077

Created: 10th Oct 2022 at 16:19, Last updated: 5th Mar 2024 at 21:24

Meta-learning richer priors for VAEs

Machine Learning and Artificial Intelligence

Abstract

Not specified

Authors: Marcello Massimo Negri, Vincent Fortuin, Jan Stühmer

Date Published: 2022

Publication Type: InProceedings

Citation: In Fourth Symposium on Advances in Approximate Bayesian Inference

Created: 10th Oct 2022 at 16:19, Last updated: 5th Mar 2024 at 21:24

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